{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab as pl\n",
    "from scipy import interpolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 插值-interpolate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一维插值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **WARNING**\n",
    "\n",
    "> 高次`interp1d()`插值的运算量很大，因此对于点数较多的数据，建议使用后面介绍的`UnivariateSpline()`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x274ccb5f6a0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274caae26d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=`interp1d`的各阶插值\n",
    "from scipy import interpolate\n",
    "\n",
    "x = np.linspace(0, 10, 11)\n",
    "y = np.sin(x)\n",
    "\n",
    "xnew = np.linspace(0, 10, 101)\n",
    "pl.plot(x, y, 'ro')\n",
    "for kind in ['nearest', 'zero', 'slinear', 'quadratic']:\n",
    "    f = interpolate.interp1d(x, y, kind=kind)  #❶\n",
    "    ynew = f(xnew)  #❷\n",
    "    pl.plot(xnew, ynew, label=str(kind))\n",
    "\n",
    "pl.legend(loc='lower right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 外推和Spline拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x274bb27f588>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274caae2588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=使用UnivariateSpline进行插值：外推（上），数据拟合（下）\n",
    "x1 = np.linspace(0, 10, 20)\n",
    "y1 = np.sin(x1)\n",
    "sx1 = np.linspace(0, 12, 100)\n",
    "sy1 = interpolate.UnivariateSpline(x1, y1, s=0)(sx1)  #❶\n",
    "\n",
    "x2 = np.linspace(0, 20, 200)\n",
    "y2 = np.sin(x2) + np.random.standard_normal(len(x2)) * 0.2\n",
    "sx2 = np.linspace(0, 20, 2000)\n",
    "spline2 = interpolate.UnivariateSpline(x2, y2, s=8)  #❷\n",
    "sy2 = spline2(sx2)\n",
    "\n",
    "pl.figure(figsize=(8, 5))\n",
    "pl.subplot(211)\n",
    "pl.plot(x1, y1, \".\", label=u\"数据点\")\n",
    "pl.plot(sx1, sy1, label=u\"spline曲线\")\n",
    "pl.legend()\n",
    "\n",
    "pl.subplot(212)\n",
    "pl.plot(x2, y2, \".\", label=u\"数据点\")\n",
    "pl.plot(sx2, sy2, linewidth=2, label=u\"spline曲线\")\n",
    "pl.plot(x2, np.sin(x2), label=u\"无噪声曲线\")\n",
    "pl.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.053  3.151  6.36   9.386 12.603 15.619 18.929]\n"
     ]
    }
   ],
   "source": [
    "print(np.array_str(spline2.roots(), precision=3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274ccb1c358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=计算Spline与水平线的交点\n",
    "def roots_at(self, v):  #❶\n",
    "    coeff = self.get_coeffs()\n",
    "    coeff -= v\n",
    "    try:\n",
    "        root = self.roots()\n",
    "        return root\n",
    "    finally:\n",
    "        coeff += v\n",
    "\n",
    "\n",
    "interpolate.UnivariateSpline.roots_at = roots_at  #❷\n",
    "\n",
    "pl.plot(sx2, sy2, linewidth=2, label=u\"spline曲线\")\n",
    "\n",
    "ax = pl.gca()\n",
    "for level in [0.5, 0.75, -0.5, -0.75]:\n",
    "    ax.axhline(level, ls=\":\", color=\"k\")\n",
    "    xr = spline2.roots_at(level)  #❸\n",
    "    pl.plot(xr, spline2(xr), \"ro\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 参数插值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x274ccd64780>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274ccd00f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=使用参数插值连接二维平面上的点\n",
    "x = [\n",
    "    4.913, 4.913, 4.918, 4.938, 4.955, 4.949, 4.911, 4.848, 4.864, 4.893,\n",
    "    4.935, 4.981, 5.01, 5.021\n",
    "]\n",
    "\n",
    "y = [\n",
    "    5.2785, 5.2875, 5.291, 5.289, 5.28, 5.26, 5.245, 5.245, 5.2615, 5.278,\n",
    "    5.2775, 5.261, 5.245, 5.241\n",
    "]\n",
    "\n",
    "pl.plot(x, y, \"o\")\n",
    "\n",
    "for s in (0, 1e-4):\n",
    "    tck, t = interpolate.splprep([x, y], s=s)  #❶\n",
    "    xi, yi = interpolate.splev(np.linspace(t[0], t[-1], 200), tck)  #❷\n",
    "    pl.plot(xi, yi, lw=2, label=u\"s=%g\" % s)\n",
    "\n",
    "pl.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 单调插值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274ccd11780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import interpolate\n",
    "\n",
    "x = np.arange(0, 2 * np.pi + np.pi / 4, 2 * np.pi / 8)\n",
    "y = np.sin(x)\n",
    "tck = interpolate.splrep(x, y, s=0)\n",
    "xnew = np.arange(0, 2 * np.pi, np.pi / 50)\n",
    "ynew = interpolate.splev(xnew, tck, der=0)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, y, 'x', xnew, ynew, xnew, np.sin(xnew), x, y, 'b')\n",
    "plt.legend(['Linear', 'Cubic Spline', 'True'])\n",
    "plt.axis([-0.05, 6.33, -1.05, 1.05])\n",
    "plt.title('三次样条插值')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多维插值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274ccc9cf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=使用interp2d类进行二维插值\n",
    "def func(x, y):  #❶\n",
    "    return (x + y) * np.exp(-5.0 * (x**2 + y**2))\n",
    "\n",
    "\n",
    "# X-Y轴分为15*15的网格\n",
    "y, x = np.mgrid[-1:1:15j, -1:1:15j]  #❷\n",
    "fvals = func(x, y)  # 计算每个网格点上的函数值\n",
    "\n",
    "# 二维插值\n",
    "newfunc = interpolate.interp2d(x, y, fvals, kind='cubic')  #❸\n",
    "\n",
    "# 计算100*100的网格上的插值\n",
    "xnew = np.linspace(-1, 1, 100)\n",
    "ynew = np.linspace(-1, 1, 100)\n",
    "fnew = newfunc(xnew, ynew)  #❹\n",
    "#%hide\n",
    "pl.subplot(121)\n",
    "pl.imshow(\n",
    "    fvals,\n",
    "    extent=[-1, 1, -1, 1],\n",
    "    cmap=pl.cm.jet,\n",
    "    interpolation='nearest',\n",
    "    origin=\"lower\")\n",
    "pl.title(\"fvals\")\n",
    "pl.subplot(122)\n",
    "pl.imshow(\n",
    "    fnew,\n",
    "    extent=[-1, 1, -1, 1],\n",
    "    cmap=pl.cm.jet,\n",
    "    interpolation='nearest',\n",
    "    origin=\"lower\")\n",
    "pl.title(\"fnew\")\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### griddata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **WARNING**\n",
    "\n",
    "> `griddata()`使用欧几里得距离计算插值。如果K维空间中每个维度的取值范围相差较大，则应先将数据正规化，然后使用`griddata()`进行插值运算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274cde53160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=使用gridata进行二维插值\n",
    "# 计算随机N个点的坐标，以及这些点对应的函数值\n",
    "N = 200\n",
    "np.random.seed(42)\n",
    "x = np.random.uniform(-1, 1, N)\n",
    "y = np.random.uniform(-1, 1, N)\n",
    "z = func(x, y)\n",
    "\n",
    "yg, xg = np.mgrid[-1:1:100j, -1:1:100j]\n",
    "xi = np.c_[xg.ravel(), yg.ravel()]\n",
    "\n",
    "methods = 'nearest', 'linear', 'cubic'\n",
    "\n",
    "zgs = [\n",
    "    interpolate.griddata((x, y), z, xi, method=method).reshape(100, 100)\n",
    "    for method in methods\n",
    "]\n",
    "#%hide\n",
    "fig, axes = pl.subplots(1, 3, figsize=(11.5, 3.5))\n",
    "\n",
    "for ax, method, zg in zip(axes, methods, zgs):\n",
    "    ax.imshow(\n",
    "        zg,\n",
    "        extent=[-1, 1, -1, 1],\n",
    "        cmap=pl.cm.jet,\n",
    "        interpolation='nearest',\n",
    "        origin=\"lower\")\n",
    "    ax.set_xlabel(method)\n",
    "    ax.scatter(x, y, c=z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 径向基函数插值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x274caacec88>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274caacee80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=一维RBF插值\n",
    "from scipy.interpolate import Rbf\n",
    "\n",
    "x1 = np.array([-1, 0, 2.0, 1.0])\n",
    "y1 = np.array([1.0, 0.3, -0.5, 0.8])\n",
    "\n",
    "funcs = ['multiquadric', 'gaussian', 'linear']\n",
    "nx = np.linspace(-3, 4, 100)\n",
    "rbfs = [Rbf(x1, y1, function=fname) for fname in funcs]  #❶\n",
    "rbf_ys = [rbf(nx) for rbf in rbfs]  #❷\n",
    "#%hide\n",
    "pl.plot(x1, y1, \"o\")\n",
    "for fname, ny in zip(funcs, rbf_ys):\n",
    "    pl.plot(nx, ny, label=fname, lw=2)\n",
    "\n",
    "pl.ylim(-1.0, 1.5)\n",
    "pl.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multiquadric [-0.88822885  2.17654513  1.42877511 -2.67919021]\n",
      "gaussian [ 1.00321945 -0.02345964 -0.65441716  0.91375159]\n",
      "linear [-0.26666667  0.6         0.73333333 -0.9       ]\n"
     ]
    }
   ],
   "source": [
    "for fname, rbf in zip(funcs, rbfs):\n",
    "    print (fname, rbf.nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274cdfd9a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=二维径向基函数插值\n",
    "rbfs = [Rbf(x, y, z, function=fname) for fname in funcs]\n",
    "rbf_zg = [rbf(xg, yg).reshape(xg.shape) for rbf in rbfs]\n",
    "#%hide\n",
    "fig, axes = pl.subplots(1, 3, figsize=(11.5, 3.5))\n",
    "for ax, fname, zg in zip(axes, funcs, rbf_zg):\n",
    "    ax.imshow(\n",
    "        zg,\n",
    "        extent=[-1, 1, -1, 1],\n",
    "        cmap=pl.cm.jet,\n",
    "        interpolation='nearest',\n",
    "        origin=\"lower\")\n",
    "    ax.set_xlabel(fname)\n",
    "    ax.scatter(x, y, c=z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "group_control": {
     "group": 0
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x274ce08e898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%fig=`epsilon`参数指定径向基函数中数据点的作用范围\n",
    "epsilons = 0.1, 0.15, 0.3\n",
    "rbfs = [Rbf(x, y, z, function=\"gaussian\", epsilon=eps) for eps in epsilons]\n",
    "zgs = [rbf(xg, yg).reshape(xg.shape) for rbf in rbfs]\n",
    "#%hide\n",
    "fig, axes = pl.subplots(1, 3, figsize=(11.5, 3.5))\n",
    "for ax, eps, zg in zip(axes, epsilons, zgs):\n",
    "    ax.imshow(\n",
    "        zg,\n",
    "        extent=[-1, 1, -1, 1],\n",
    "        cmap=pl.cm.jet,\n",
    "        interpolation='nearest',\n",
    "        origin=\"lower\")\n",
    "    ax.set_xlabel(\"eps=%g\" % eps)\n",
    "    ax.scatter(x, y, c=z)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
